Spark Streaming with PySpark | Structured Streaming Tutorial 2025 - 08 Spark Streaming Checkpoint Directory | Contents of Checkpoint Directory

Video covers - What are the contents of Checkpoint Directory ? How checkpoint directory help in resume Streaming applications ? How Checkpoint directory help in fault tolerance ? Chapters: 00:00 - Introduction 02:24 - Metadata file in Checkpoint Directory 02:54 - Sources folder in Checkpoint Directory 03:25 - Offset folder in Checkpoint Directory 03:49 - Commits folder in Checkpoint Directory 05:32 - How to handle a fault? 06:22 - How to re-run same file? URLs: Github Code - https://github.com/subhamkharwal/spark-streaming-with-pyspark/blob/master/02_reading_from_files.ipynb Dataset: https://github.com/subhamkharwal/spark-streaming-with-pyspark/tree/master/datasets/devices Keywords: Apache Spark, PySpark, Spark Streaming, Real-time Data Processing, Data Streaming, Big Data Analytics, PySpark Tutorial, Apache Spark Tutorial, Streaming Analytics, Spark Structured Streaming, PySpark Streaming, Big Data Processing. New video in every 3 days ❤️ Make sure to like and Subscribe.